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| <li>Summary: </li> |
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| <div class="sub-title"><span class="package-label-in-type">Package</span> <a href="package-summary.html">opennlp.tools.ml.perceptron</a></div> |
| <h1 title="Class SimplePerceptronSequenceTrainer" class="title">Class SimplePerceptronSequenceTrainer</h1> |
| </div> |
| <div class="inheritance" title="Inheritance Tree"><a href="https://docs.oracle.com/en/java/javase/17/docs/api/java.base/java/lang/Object.html" title="class or interface in java.lang" class="external-link">java.lang.Object</a> |
| <div class="inheritance"><a href="../AbstractTrainer.html" title="class in opennlp.tools.ml">opennlp.tools.ml.AbstractTrainer</a> |
| <div class="inheritance"><a href="../AbstractEventModelSequenceTrainer.html" title="class in opennlp.tools.ml">opennlp.tools.ml.AbstractEventModelSequenceTrainer</a> |
| <div class="inheritance">opennlp.tools.ml.perceptron.SimplePerceptronSequenceTrainer</div> |
| </div> |
| </div> |
| </div> |
| <section class="class-description" id="class-description"> |
| <dl class="notes"> |
| <dt>All Implemented Interfaces:</dt> |
| <dd><code><a href="../../commons/Trainer.html" title="interface in opennlp.tools.commons">Trainer</a></code>, <code><a href="../EventModelSequenceTrainer.html" title="interface in opennlp.tools.ml">EventModelSequenceTrainer</a><<a href="../model/Event.html" title="class in opennlp.tools.ml.model">Event</a>></code></dd> |
| </dl> |
| <hr> |
| <div class="type-signature"><span class="modifiers">public class </span><span class="element-name type-name-label">SimplePerceptronSequenceTrainer</span> |
| <span class="extends-implements">extends <a href="../AbstractEventModelSequenceTrainer.html" title="class in opennlp.tools.ml">AbstractEventModelSequenceTrainer</a></span></div> |
| <div class="block">Trains <a href="PerceptronModel.html" title="class in opennlp.tools.ml.perceptron"><code>models</code></a> with sequences using the perceptron algorithm. |
| <p> |
| Each outcome is represented as a binary perceptron classifier. |
| This supports standard (integer) weighting as well average weighting. |
| <p> |
| Sequence information is used in a simplified was to that described in: |
| Discriminative Training Methods for Hidden Markov Models: Theory and Experiments |
| with the Perceptron Algorithm. Michael Collins, EMNLP 2002. |
| <p> |
| Specifically only updates are applied to tokens which were incorrectly tagged by a sequence tagger |
| rather than to all feature across the sequence which differ from the training sequence.</div> |
| <dl class="notes"> |
| <dt>See Also:</dt> |
| <dd> |
| <ul class="see-list-long"> |
| <li><a href="PerceptronModel.html" title="class in opennlp.tools.ml.perceptron"><code>PerceptronModel</code></a></li> |
| <li><a href="../AbstractEventModelSequenceTrainer.html" title="class in opennlp.tools.ml"><code>AbstractEventModelSequenceTrainer</code></a></li> |
| </ul> |
| </dd> |
| </dl> |
| </section> |
| <section class="summary"> |
| <ul class="summary-list"> |
| <!-- =========== FIELD SUMMARY =========== --> |
| <li> |
| <section class="field-summary" id="field-summary"> |
| <h2>Field Summary</h2> |
| <div class="caption"><span>Fields</span></div> |
| <div class="summary-table three-column-summary"> |
| <div class="table-header col-first">Modifier and Type</div> |
| <div class="table-header col-second">Field</div> |
| <div class="table-header col-last">Description</div> |
| <div class="col-first even-row-color"><code>static final <a href="https://docs.oracle.com/en/java/javase/17/docs/api/java.base/java/lang/String.html" title="class or interface in java.lang" class="external-link">String</a></code></div> |
| <div class="col-second even-row-color"><code><a href="#PERCEPTRON_SEQUENCE_VALUE" class="member-name-link">PERCEPTRON_SEQUENCE_VALUE</a></code></div> |
| <div class="col-last even-row-color"> </div> |
| </div> |
| <div class="inherited-list"> |
| <h3 id="fields-inherited-from-class-opennlp.tools.ml.AbstractTrainer">Fields inherited from class opennlp.tools.ml.<a href="../AbstractTrainer.html" title="class in opennlp.tools.ml">AbstractTrainer</a></h3> |
| <code><a href="../AbstractTrainer.html#ALGORITHM_PARAM">ALGORITHM_PARAM</a>, <a href="../AbstractTrainer.html#CUTOFF_DEFAULT">CUTOFF_DEFAULT</a>, <a href="../AbstractTrainer.html#CUTOFF_PARAM">CUTOFF_PARAM</a>, <a href="../AbstractTrainer.html#ITERATIONS_DEFAULT">ITERATIONS_DEFAULT</a>, <a href="../AbstractTrainer.html#ITERATIONS_PARAM">ITERATIONS_PARAM</a>, <a href="../AbstractTrainer.html#TRAINER_TYPE_PARAM">TRAINER_TYPE_PARAM</a></code></div> |
| <div class="inherited-list"> |
| <h3 id="fields-inherited-from-class-opennlp.tools.ml.EventModelSequenceTrainer">Fields inherited from interface opennlp.tools.ml.<a href="../EventModelSequenceTrainer.html" title="interface in opennlp.tools.ml">EventModelSequenceTrainer</a></h3> |
| <code><a href="../EventModelSequenceTrainer.html#SEQUENCE_VALUE">SEQUENCE_VALUE</a></code></div> |
| </section> |
| </li> |
| <!-- ======== CONSTRUCTOR SUMMARY ======== --> |
| <li> |
| <section class="constructor-summary" id="constructor-summary"> |
| <h2>Constructor Summary</h2> |
| <div class="caption"><span>Constructors</span></div> |
| <div class="summary-table two-column-summary"> |
| <div class="table-header col-first">Constructor</div> |
| <div class="table-header col-last">Description</div> |
| <div class="col-constructor-name even-row-color"><code><a href="#%3Cinit%3E()" class="member-name-link">SimplePerceptronSequenceTrainer</a>()</code></div> |
| <div class="col-last even-row-color"> |
| <div class="block">Instantiates a <a href="SimplePerceptronSequenceTrainer.html" title="class in opennlp.tools.ml.perceptron"><code>SimplePerceptronSequenceTrainer</code></a> with a default |
| configuration of training parameters.</div> |
| </div> |
| </div> |
| </section> |
| </li> |
| <!-- ========== METHOD SUMMARY =========== --> |
| <li> |
| <section class="method-summary" id="method-summary"> |
| <h2>Method Summary</h2> |
| <div id="method-summary-table"> |
| <div class="table-tabs" role="tablist" aria-orientation="horizontal"><button id="method-summary-table-tab0" role="tab" aria-selected="true" aria-controls="method-summary-table.tabpanel" tabindex="0" onkeydown="switchTab(event)" onclick="show('method-summary-table', 'method-summary-table', 3)" class="active-table-tab">All Methods</button><button id="method-summary-table-tab2" role="tab" aria-selected="false" aria-controls="method-summary-table.tabpanel" tabindex="-1" onkeydown="switchTab(event)" onclick="show('method-summary-table', 'method-summary-table-tab2', 3)" class="table-tab">Instance Methods</button><button id="method-summary-table-tab4" role="tab" aria-selected="false" aria-controls="method-summary-table.tabpanel" tabindex="-1" onkeydown="switchTab(event)" onclick="show('method-summary-table', 'method-summary-table-tab4', 3)" class="table-tab">Concrete Methods</button></div> |
| <div id="method-summary-table.tabpanel" role="tabpanel"> |
| <div class="summary-table three-column-summary" aria-labelledby="method-summary-table-tab0"> |
| <div class="table-header col-first">Modifier and Type</div> |
| <div class="table-header col-second">Method</div> |
| <div class="table-header col-last">Description</div> |
| <div class="col-first even-row-color method-summary-table method-summary-table-tab2 method-summary-table-tab4"><code><a href="../model/AbstractModel.html" title="class in opennlp.tools.ml.model">AbstractModel</a></code></div> |
| <div class="col-second even-row-color method-summary-table method-summary-table-tab2 method-summary-table-tab4"><code><a href="#doTrain(opennlp.tools.ml.model.SequenceStream)" class="member-name-link">doTrain</a><wbr>(<a href="../model/SequenceStream.html" title="interface in opennlp.tools.ml.model">SequenceStream</a><<a href="../model/Event.html" title="class in opennlp.tools.ml.model">Event</a>> events)</code></div> |
| <div class="col-last even-row-color method-summary-table method-summary-table-tab2 method-summary-table-tab4"> </div> |
| <div class="col-first odd-row-color method-summary-table method-summary-table-tab2 method-summary-table-tab4"><code>void</code></div> |
| <div class="col-second odd-row-color method-summary-table method-summary-table-tab2 method-summary-table-tab4"><code><a href="#nextIteration(int)" class="member-name-link">nextIteration</a><wbr>(int iteration)</code></div> |
| <div class="col-last odd-row-color method-summary-table method-summary-table-tab2 method-summary-table-tab4"> </div> |
| <div class="col-first even-row-color method-summary-table method-summary-table-tab2 method-summary-table-tab4"><code><a href="../model/AbstractModel.html" title="class in opennlp.tools.ml.model">AbstractModel</a></code></div> |
| <div class="col-second even-row-color method-summary-table method-summary-table-tab2 method-summary-table-tab4"><code><a href="#trainModel(int,opennlp.tools.ml.model.SequenceStream,int,boolean)" class="member-name-link">trainModel</a><wbr>(int iterations, |
| <a href="../model/SequenceStream.html" title="interface in opennlp.tools.ml.model">SequenceStream</a><<a href="../model/Event.html" title="class in opennlp.tools.ml.model">Event</a>> sequenceStream, |
| int cutoff, |
| boolean useAverage)</code></div> |
| <div class="col-last even-row-color method-summary-table method-summary-table-tab2 method-summary-table-tab4"> |
| <div class="block">Trains a <a href="PerceptronModel.html" title="class in opennlp.tools.ml.perceptron"><code>PerceptronModel</code></a> with given parameters.</div> |
| </div> |
| <div class="col-first odd-row-color method-summary-table method-summary-table-tab2 method-summary-table-tab4"><code>void</code></div> |
| <div class="col-second odd-row-color method-summary-table method-summary-table-tab2 method-summary-table-tab4"><code><a href="#validate()" class="member-name-link">validate</a>()</code></div> |
| <div class="col-last odd-row-color method-summary-table method-summary-table-tab2 method-summary-table-tab4"> |
| <div class="block">Checks the configured <a href="../../util/TrainingParameters.html" title="class in opennlp.tools.util"><code>parameters</code></a>.</div> |
| </div> |
| </div> |
| </div> |
| </div> |
| <div class="inherited-list"> |
| <h3 id="methods-inherited-from-class-opennlp.tools.ml.AbstractEventModelSequenceTrainer">Methods inherited from class opennlp.tools.ml.<a href="../AbstractEventModelSequenceTrainer.html" title="class in opennlp.tools.ml">AbstractEventModelSequenceTrainer</a></h3> |
| <code><a href="../AbstractEventModelSequenceTrainer.html#train(opennlp.tools.ml.model.SequenceStream)">train</a></code></div> |
| <div class="inherited-list"> |
| <h3 id="methods-inherited-from-class-opennlp.tools.ml.AbstractTrainer">Methods inherited from class opennlp.tools.ml.<a href="../AbstractTrainer.html" title="class in opennlp.tools.ml">AbstractTrainer</a></h3> |
| <code><a href="../AbstractTrainer.html#getAlgorithm()">getAlgorithm</a>, <a href="../AbstractTrainer.html#getCutoff()">getCutoff</a>, <a href="../AbstractTrainer.html#getIterations()">getIterations</a>, <a href="../AbstractTrainer.html#init(opennlp.tools.util.TrainingParameters,java.util.Map)">init</a></code></div> |
| <div class="inherited-list"> |
| <h3 id="methods-inherited-from-class-java.lang.Object">Methods inherited from class java.lang.<a href="https://docs.oracle.com/en/java/javase/17/docs/api/java.base/java/lang/Object.html" title="class or interface in java.lang" class="external-link">Object</a></h3> |
| <code><a href="https://docs.oracle.com/en/java/javase/17/docs/api/java.base/java/lang/Object.html#equals(java.lang.Object)" title="class or interface in java.lang" class="external-link">equals</a>, <a href="https://docs.oracle.com/en/java/javase/17/docs/api/java.base/java/lang/Object.html#getClass()" title="class or interface in java.lang" class="external-link">getClass</a>, <a href="https://docs.oracle.com/en/java/javase/17/docs/api/java.base/java/lang/Object.html#hashCode()" title="class or interface in java.lang" class="external-link">hashCode</a>, <a href="https://docs.oracle.com/en/java/javase/17/docs/api/java.base/java/lang/Object.html#notify()" title="class or interface in java.lang" class="external-link">notify</a>, <a href="https://docs.oracle.com/en/java/javase/17/docs/api/java.base/java/lang/Object.html#notifyAll()" title="class or interface in java.lang" class="external-link">notifyAll</a>, <a href="https://docs.oracle.com/en/java/javase/17/docs/api/java.base/java/lang/Object.html#toString()" title="class or interface in java.lang" class="external-link">toString</a>, <a href="https://docs.oracle.com/en/java/javase/17/docs/api/java.base/java/lang/Object.html#wait()" title="class or interface in java.lang" class="external-link">wait</a>, <a href="https://docs.oracle.com/en/java/javase/17/docs/api/java.base/java/lang/Object.html#wait(long)" title="class or interface in java.lang" class="external-link">wait</a>, <a href="https://docs.oracle.com/en/java/javase/17/docs/api/java.base/java/lang/Object.html#wait(long,int)" title="class or interface in java.lang" class="external-link">wait</a></code></div> |
| <div class="inherited-list"> |
| <h3 id="methods-inherited-from-class-opennlp.tools.commons.Trainer">Methods inherited from interface opennlp.tools.commons.<a href="../../commons/Trainer.html" title="interface in opennlp.tools.commons">Trainer</a></h3> |
| <code><a href="../../commons/Trainer.html#init(opennlp.tools.util.TrainingParameters,java.util.Map)">init</a></code></div> |
| </section> |
| </li> |
| </ul> |
| </section> |
| <section class="details"> |
| <ul class="details-list"> |
| <!-- ============ FIELD DETAIL =========== --> |
| <li> |
| <section class="field-details" id="field-detail"> |
| <h2>Field Details</h2> |
| <ul class="member-list"> |
| <li> |
| <section class="detail" id="PERCEPTRON_SEQUENCE_VALUE"> |
| <h3>PERCEPTRON_SEQUENCE_VALUE</h3> |
| <div class="member-signature"><span class="modifiers">public static final</span> <span class="return-type"><a href="https://docs.oracle.com/en/java/javase/17/docs/api/java.base/java/lang/String.html" title="class or interface in java.lang" class="external-link">String</a></span> <span class="element-name">PERCEPTRON_SEQUENCE_VALUE</span></div> |
| <dl class="notes"> |
| <dt>See Also:</dt> |
| <dd> |
| <ul class="see-list"> |
| <li><a href="../../../../constant-values.html#opennlp.tools.ml.perceptron.SimplePerceptronSequenceTrainer.PERCEPTRON_SEQUENCE_VALUE">Constant Field Values</a></li> |
| </ul> |
| </dd> |
| </dl> |
| </section> |
| </li> |
| </ul> |
| </section> |
| </li> |
| <!-- ========= CONSTRUCTOR DETAIL ======== --> |
| <li> |
| <section class="constructor-details" id="constructor-detail"> |
| <h2>Constructor Details</h2> |
| <ul class="member-list"> |
| <li> |
| <section class="detail" id="<init>()"> |
| <h3>SimplePerceptronSequenceTrainer</h3> |
| <div class="member-signature"><span class="modifiers">public</span> <span class="element-name">SimplePerceptronSequenceTrainer</span>()</div> |
| <div class="block">Instantiates a <a href="SimplePerceptronSequenceTrainer.html" title="class in opennlp.tools.ml.perceptron"><code>SimplePerceptronSequenceTrainer</code></a> with a default |
| configuration of training parameters.</div> |
| </section> |
| </li> |
| </ul> |
| </section> |
| </li> |
| <!-- ============ METHOD DETAIL ========== --> |
| <li> |
| <section class="method-details" id="method-detail"> |
| <h2>Method Details</h2> |
| <ul class="member-list"> |
| <li> |
| <section class="detail" id="validate()"> |
| <h3>validate</h3> |
| <div class="member-signature"><span class="modifiers">public</span> <span class="return-type">void</span> <span class="element-name">validate</span>()</div> |
| <div class="block">Checks the configured <a href="../../util/TrainingParameters.html" title="class in opennlp.tools.util"><code>parameters</code></a>. |
| If a subclass overrides this, it should call <code>super.validate();</code>.</div> |
| <dl class="notes"> |
| <dt>Overrides:</dt> |
| <dd><code><a href="../AbstractTrainer.html#validate()">validate</a></code> in class <code><a href="../AbstractTrainer.html" title="class in opennlp.tools.ml">AbstractTrainer</a></code></dd> |
| <dt>Throws:</dt> |
| <dd><code><a href="https://docs.oracle.com/en/java/javase/17/docs/api/java.base/java/lang/IllegalArgumentException.html" title="class or interface in java.lang" class="external-link">IllegalArgumentException</a></code> - Thrown if the algorithm name is not equal to |
| {<a href="#PERCEPTRON_SEQUENCE_VALUE"><code>PERCEPTRON_SEQUENCE_VALUE</code></a>}.</dd> |
| </dl> |
| </section> |
| </li> |
| <li> |
| <section class="detail" id="doTrain(opennlp.tools.ml.model.SequenceStream)"> |
| <h3>doTrain</h3> |
| <div class="member-signature"><span class="modifiers">public</span> <span class="return-type"><a href="../model/AbstractModel.html" title="class in opennlp.tools.ml.model">AbstractModel</a></span> <span class="element-name">doTrain</span><wbr><span class="parameters">(<a href="../model/SequenceStream.html" title="interface in opennlp.tools.ml.model">SequenceStream</a><<a href="../model/Event.html" title="class in opennlp.tools.ml.model">Event</a>> events)</span> |
| throws <span class="exceptions"><a href="https://docs.oracle.com/en/java/javase/17/docs/api/java.base/java/io/IOException.html" title="class or interface in java.io" class="external-link">IOException</a></span></div> |
| <dl class="notes"> |
| <dt>Specified by:</dt> |
| <dd><code><a href="../AbstractEventModelSequenceTrainer.html#doTrain(opennlp.tools.ml.model.SequenceStream)">doTrain</a></code> in class <code><a href="../AbstractEventModelSequenceTrainer.html" title="class in opennlp.tools.ml">AbstractEventModelSequenceTrainer</a></code></dd> |
| <dt>Throws:</dt> |
| <dd><code><a href="https://docs.oracle.com/en/java/javase/17/docs/api/java.base/java/io/IOException.html" title="class or interface in java.io" class="external-link">IOException</a></code></dd> |
| </dl> |
| </section> |
| </li> |
| <li> |
| <section class="detail" id="trainModel(int,opennlp.tools.ml.model.SequenceStream,int,boolean)"> |
| <h3>trainModel</h3> |
| <div class="member-signature"><span class="modifiers">public</span> <span class="return-type"><a href="../model/AbstractModel.html" title="class in opennlp.tools.ml.model">AbstractModel</a></span> <span class="element-name">trainModel</span><wbr><span class="parameters">(int iterations, |
| <a href="../model/SequenceStream.html" title="interface in opennlp.tools.ml.model">SequenceStream</a><<a href="../model/Event.html" title="class in opennlp.tools.ml.model">Event</a>> sequenceStream, |
| int cutoff, |
| boolean useAverage)</span> |
| throws <span class="exceptions"><a href="https://docs.oracle.com/en/java/javase/17/docs/api/java.base/java/io/IOException.html" title="class or interface in java.io" class="external-link">IOException</a></span></div> |
| <div class="block">Trains a <a href="PerceptronModel.html" title="class in opennlp.tools.ml.perceptron"><code>PerceptronModel</code></a> with given parameters.</div> |
| <dl class="notes"> |
| <dt>Parameters:</dt> |
| <dd><code>iterations</code> - The number of iterations to use for training.</dd> |
| <dd><code>sequenceStream</code> - The <code><a href="../model/SequenceStream.html" title="interface in opennlp.tools.ml.model">SequenceStream</a><<a href="../model/Event.html" title="class in opennlp.tools.ml.model">Event</a>></code> used as data input.</dd> |
| <dd><code>cutoff</code> - The {<a href="../AbstractTrainer.html#CUTOFF_PARAM"><code>AbstractTrainer.CUTOFF_PARAM</code></a>} value to use for training.</dd> |
| <dd><code>useAverage</code> - Whether to use 'averaging', or not.</dd> |
| <dt>Returns:</dt> |
| <dd>A valid, trained <a href="../model/AbstractModel.html" title="class in opennlp.tools.ml.model"><code>perceptron model</code></a>.</dd> |
| <dt>Throws:</dt> |
| <dd><code><a href="https://docs.oracle.com/en/java/javase/17/docs/api/java.base/java/io/IOException.html" title="class or interface in java.io" class="external-link">IOException</a></code></dd> |
| </dl> |
| </section> |
| </li> |
| <li> |
| <section class="detail" id="nextIteration(int)"> |
| <h3>nextIteration</h3> |
| <div class="member-signature"><span class="modifiers">public</span> <span class="return-type">void</span> <span class="element-name">nextIteration</span><wbr><span class="parameters">(int iteration)</span> |
| throws <span class="exceptions"><a href="https://docs.oracle.com/en/java/javase/17/docs/api/java.base/java/io/IOException.html" title="class or interface in java.io" class="external-link">IOException</a></span></div> |
| <dl class="notes"> |
| <dt>Throws:</dt> |
| <dd><code><a href="https://docs.oracle.com/en/java/javase/17/docs/api/java.base/java/io/IOException.html" title="class or interface in java.io" class="external-link">IOException</a></code></dd> |
| </dl> |
| </section> |
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